{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import caffe\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# set display defaults\n",
    "plt.rcParams['figure.figsize'] = (6, 6)        # large images\n",
    "plt.rcParams['image.interpolation'] = 'nearest'  # don't interpolate: show square pixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "caffe.set_mode_gpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model_def = \"/home/ubuntu/nexar/caffe/squeeze_net/deploy.prototxt\"\n",
    "model_weights = \"/home/ubuntu/nexar/caffe/squeeze_net_mirror_rot_trainval_manual/snapshots_p2/train_squeezenet_mirror_rot_trainval_manual_p2__iter_1000.caffemodel\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def class_idx_to_name(idx):\n",
    "    return ['none', 'red', 'green'][idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from caffe.classifier import Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "c = Classifier(\n",
    "           model_def, \n",
    "           model_weights, \n",
    "           mean=np.array([104, 117, 123]),\n",
    "           raw_scale=255,\n",
    "           channel_swap=(2,1,0),\n",
    "           image_dims=(256, 256)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# set batch size\n",
    "BATCH_SIZE = 64\n",
    "c.blobs['data'].reshape(BATCH_SIZE, 3, c.blobs['data'].shape[2], c.blobs['data'].shape[3])\n",
    "c.blobs['prob'].reshape(BATCH_SIZE, 3)\n",
    "c.reshape()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21094ccaad3985b1a8a6a6aed55524cb.jpg\n",
      "predicted class is: red\n"
     ]
    },
    {
     "data": {
      "image/png": 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mlHsq8+0AV5pULV7NdsxMXqlA3peWePxgzFr+e1m2w+9DUwWFJA6AwADeB8QUBHMGKE1+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\nlRpmkXQWJG1f890K2TyOAZG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wou1X0NqiaRWMCPbQ2lCOLSWPiEq8SinElKCNgptqMYHi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3d3ea2f290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os, random\n",
    "\n",
    "images_path = '/mnt/nexar_challenge1_test/'\n",
    "\n",
    "f = random.choice(os.listdir(images_path))\n",
    "print f\n",
    "image = caffe.io.load_image(images_path + f)\n",
    "cls = c.predict([image]).argmax()\n",
    "plt.imshow(image)\n",
    "plt.axis('off')\n",
    "print 'predicted class is:', class_idx_to_name(cls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "478400 images in test-set\n"
     ]
    }
   ],
   "source": [
    "images_paths = os.listdir(images_path)\n",
    "print \"%d images in test-set\" % len(images_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of batches: 7475.0\n"
     ]
    }
   ],
   "source": [
    "print \"Number of batches: %s\" % (len(images_paths) / float(BATCH_SIZE),)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class      int32\n",
      "p0       float64\n",
      "p1       float64\n",
      "p2       float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame(index=images_paths, columns=['class', 'p0', 'p1', 'p2'])\n",
    "df['class'] = -1 * np.ones(len(df), dtype='int32')\n",
    "df['p0'] = np.nan * np.ones(len(df), dtype='float64')\n",
    "df['p1'] = np.nan * np.ones(len(df), dtype='float64')\n",
    "df['p2'] = np.nan * np.ones(len(df), dtype='float64')\n",
    "print df.dtypes\n",
    "df.to_csv(\"/home/ubuntu/nexar/label_test_set/s3/squeeze_net_mirror_rot_trainval_manual.csv\", index_label='fname')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def read_imgs(images_paths):\n",
    "    print \"Reading images\"\n",
    "    imgs = []\n",
    "    for i, f in enumerate(images_paths):\n",
    "        print \"\\rAt: %s\" % i,\n",
    "        img = caffe.io.load_image(images_path + f)\n",
    "        imgs.append(img)\n",
    "    print \"Read %d images\" % len(imgs)\n",
    "    return imgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "num_classes = 3\n",
    "def predict(c, imgs, oversample):\n",
    "    probs = np.zeros((0, num_classes))\n",
    "    for i in xrange(0, len(imgs), BATCH_SIZE):\n",
    "        print \"\\rAt:\", i,\n",
    "        input_batch = imgs[i : i+BATCH_SIZE]\n",
    "        output = c.predict(input_batch, oversample=oversample).reshape((len(input_batch), num_classes))\n",
    "        probs = np.vstack((probs, output))\n",
    "    return probs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy import ndimage\n",
    "\n",
    "def get_rots(imgs):\n",
    "    rot1 = [np.rot90(i, 1) for i in imgs]\n",
    "    rot2 = [np.rot90(i, 2) for i in imgs]\n",
    "    rot3 = [np.rot90(i, 3) for i in imgs]\n",
    "    rot4 = [np.rot90(i, 4) for i in imgs]\n",
    "    return [rot1, rot2, rot3, rot4]\n",
    "\n",
    "def get_probs_with_rots(imgs, c, oversample=False):\n",
    "    rots = get_rots(imgs)\n",
    "    probs = []\n",
    "    for i, rot in enumerate(rots):\n",
    "        print \"rot %s\" % i\n",
    "        probs.append(predict(c, rot, oversample=oversample))\n",
    "\n",
    "    rots_avg = np.mean(probs, axis=0)\n",
    "    return rots_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "UBER_BATCH = 25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Batch: 0\n",
      "Reading images\n",
      "At: 1599 Read 1600 images\n",
      "rot 0\n",
      "At: 960 "
     ]
    }
   ],
   "source": [
    "for i in xrange(0, len(images_paths), BATCH_SIZE * UBER_BATCH):\n",
    "    print \"Batch: %d\" % i\n",
    "    img_names = images_paths[i : i + BATCH_SIZE * UBER_BATCH]\n",
    "    imgs = read_imgs(images_paths[i : i + BATCH_SIZE * UBER_BATCH])\n",
    "    probs = get_probs_with_rots(imgs, c, oversample=True)\n",
    "    \n",
    "    for j in xrange(3):\n",
    "        df.loc[img_names, 'p%d' % j] = probs[:, j]\n",
    "    df.loc[img_names, 'class'] = probs.argmax(axis=1)\n",
    "    \n",
    "    df.to_csv(\"/home/ubuntu/nexar/label_test_set/s3/squeeze_net_mirror_rot_trainval_manual.csv\", index_label='fname', float_format='%.15f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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